{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 实现基础绘图功能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "\n",
    "from pylab import mpl\n",
    "# 设置显示中文字体\n",
    "mpl.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
    "# 设置正常显示符号\n",
    "mpl.rcParams[\"axes.unicode_minus\"] = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制基本图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 0.准备数据\n",
    "x = range(60)\n",
    "y_shanghai = [random.uniform(15, 18) for i in x]\n",
    "\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "plt.plot(x, y_shanghai)\n",
    "\n",
    "# 3.图像显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# x,y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 实现一些其他功能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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B5ThOPOB2u93Ex8eHuzkiIiIiIiIiIiIiIhJGHo+HhIQEgARjjKek91MZsIrw+XzMnz8fn88X7qZICChfeylbeylbuylfeylbuylfeylbeylbuylfeylbuylfsYkKKFWEMYZ9+/Zh24gjKaR87aVs7aVs7aZ87aVs7aZ87aVs7aVs7aZ87aVs7aZ8xSYqoIiIiIiIiIiIiIiIiBSjAoqIiIiIiIiIiIiIiEgxKqBUEREREXTr1o2IiIhwN0VCQPnaS9naS9naTfnaS9naTfnaS9naS9naTfnaS9naTfmKTRzb5qJzHCcecLvdbuLj48PdHBERERERERERERERCSOPx0NCQgJAgjHGU9L7aQRKFeHz+fjxxx/x+XzhboqEgPK1l7K1l7K1m/K1l7K1m/K1l7K1l7K1m/K1l7K1m/IVm6iAUkUYY8jMzMS2EUdSSPnaS9naS9naTfnaS9naTfnaS9naS9naTfnaS9naTfmKTVRAERERERERERERERERKUYFFBERERERERERERERkWK0iHwVEQgESE9Pp27durhcqpvZRvnaS9naS9naTfnaS9naTfnaS9naS9naTfnaS9naTflKRVTWReRVQBEREREREREREREREWuVtYCiEmAV4fV6mTp1Kl6vN9xNkRBQvvZStvZStnZTvvZStnZTvvZStvZStnZTvvZStnZTvmITFVCqEJ/PF+4mSAgpX3spW3spW7spX3spW7spX3spW3spW7spX3spW7spX7GFCigiIiIiIiIiIiIiIiLFqIAiIiIiIiIiIiIiIiJSjBaRryKMMWRmZhIXF4fjOOFujgSZ8rWXsrWXsrWb8rWXsrWb8rWXsrWXsrWb8rWXsrWb8pWKSIvIyylVr1493E2QEFK+9lK29lK2dlO+9lK2dlO+9lK29lK2dlO+9lK2dlO+YgsVUKoIn8/HtGnTtICTpZSvvZStvZSt3ZSvvZSt3ZSvvZStvZSt3ZSvvZSt3ZSv2EQFFBERERERERERERERkWLCWkBxHKe14zg/O46T6TjOT47jtDi0/VLHcTY5jpPtOM4njuPUCGc7RURERERERERERESkagn3CJS3gZ1AZ2A/8JrjOLWAT4HngU5AS+Dv4WqgiIiIiIiIiIiIiIhUPY4xJjwP7DjRQB7Q2Riz3nGcwcBE4CHgT8aYTodudz3wgjGmRQn3Gw+43W438fHxIWp95WOMwefzERkZieM44W6OBJnytZeytZeytZvytZeytZvytZeytZeytZvytZeytZvylYrI4/GQkJAAkGCM8ZT0fpGha9IpRQGPANsP/VwHyAX6AfOPuN0ioLnjOM2MMbuK78RxnBgg5ohNcQBerxev1wuAy+UiIiICv99PIBAouuHh7T6fjyMLSREREbhcrhNuP7zfwyIjC/8biy+MdKLtUVFRBAIB/H7/kf0gMjLyhNtP1PaS9snlcpGbm0v16tWPaktl7pONOZW1T16vl6ysLGJjY4vaUtn7ZGNOZemTMYasrCzi4uJO2tfK1Kfiba+qfTLGkJ2dTa1atazp05Ftr+p9chyHzMzMouOyDX2yMSe95tqbU1n7dPh194wzzrCmT0e2vSr3yXEccnNzqVGjxjGfkyprn2zMSa+59uZU1j4dPi7HxsYSFRVlRZ9Ksr0q9EmvuXb3yeVykZWVRc2aNYuOzZW9TzbmVBX7VBZhK6AYY7KBZwEcx4kCHgTGAR2ANUfcdP+h7w2AYwoowF+BfxbfOHPmTGrUKFw6pXnz5nTv3p3Vq1ezc+fOotu0a9eO9u3bs3jxYvbt21e0vVu3brRo0YI5c+aQmZlZtL1v377Ur1+fmTNnHvUfftFFF1G9enWmTZt2VBsGDx5Mbm4us2fPLtoWGRnJFVdcQXp6OgsWLCjaHhcXx8CBA9m1axcrV64s2l6vXj3OO+88Nm/eTGJiYtH20vapS5curFmzhtjYWLKysqzok405lbVP06dPt65PNuZ0On2KjY1l0KBBVvXJxpxK26fD+1+7dq01fbIxp7L0qXHjxsydO/eoNlb2PtmYk15z7c3pdPp0+PYpKSnW9MnGnErbp6ZNm7J79+6i7zb0ycac9Jprb07qk/qk19yq1afOnTszZ86cox6zsvfJxpyqWp+WLVtGWYRtCq+iBjhOJPAJ0Ay4EPgMWGuM+cuh31cHcoBzjTHH9PIEI1B2p6enF03hVVUrake2PRAIMGPGDC655JKidlX2PtmYU1n7lJuby6xZs7j44ouJioqyok825lSWPnm9XmbNmsUll1xC9erVrehT8bZX1T4dznbw4MG4XC4r+nRk223Jqax98vv9TJs2rei4bEOfbMxJr7n25lTWPh15bD7czsrepyPbbktOZemT3+/nu+++49JLLyUiIsKKPtmYk15z7c2prH06fFy++OKLi2bUqOx9Ksn2qtAnveba3adAIHDMsbmy98nGnKpanzIyMqhTpw5Uoim8cBzHBUwCWgAXG2NyHcfZA9Q74mZ1Dn3fe7x9GGPygfwj9gkU/qcffoIeFhERcdSb5cOOLCiUZHvx/ZZlu8tVOJytpNtP1PaS9unwH3FkZORx21MZ+3Sq7VWxT8X/7m3oU0m2V4U+HX4sm/p0qu3qk/p0ojaWdns4+nT4zd3x3o9U1j6dbHtV7JNec0u2XX1Sn07UxtJuD2afjrf/yt4nG3PSa65dOZ1se0naHhUVddT5npK2vSL36VTb1Sf1CSpvnw6fvD7esbmy9ulk29Wnyt2nUzn2kcvX48CZwCBjzIFD2+YC5x1xmz7ADmNMcnk3zjZl/SORykH52kvZ2kvZ2k352kvZ2k352kvZ2kvZ2k352kvZ2k35ii3CNoWX4zgtgI3AQGDDEb8yQBKFa5tMp3CEykxjzKMl3G884Ha73UVTeImIiIiIiIiIiIiISNXk8XhISEiAUk7hFc4RKBcC1YD5wIEjvs4Abgb+AKwHtgP/DU8T7REIBEhLSztq/jexh/K1l7K1l7K1m/K1l7K1m/K1l7K1l7K1m/K1l7K1m/IVm4StgGKMGWuMcY7ztcMYM9MY09YYU8MYc6sxJidc7bSF3+9nwYIFRy24I/ZQvvZStvZStnZTvvZStnZTvvZStvZStnZTvvZStnZTvmKTcK+BIiIiIiIiIiIiIiIiUuGogCIiIiIiIiIiIiIiIlKMCihVhOM4xMXF4ThOuJsiIaB87aVs7aVs7aZ87aVs7aZ87aVs7aVs7aZ87aVs7aZ8xSaOMSbcbQgqx3HiAbfb7SY+Pj7czRERERERERERERERkTDyeDwkJCQAJBhjPCW9n0agVBGBQICkpCQCgUC4myIhoHztpWztpWztpnztpWztpnztpWztpWztpnztpWztpnzFJiqgVBF+v5+VK1fi9/vD3RQJAeVrL2VrL2VrN+VrL2VrN+VrL2VrL2VrN+VrL2VrN+UrNlEBRUREREREREREREREpBgVUERERERERERERERERIpRAaWKcByHevXq4ThOuJsiIaB87aVs7aVs7aZ87aVs7aZ87aVs7aVs7aZ87aVs7aZ8xSaOMSbcbQgqx3HiAbfb7SY+Pj7czRERERERERERERERkTDyeDwkJCQAJBhjPCW9n0agVBF+v5+NGzdq8SZLKV97KVt7KVu7KV97KVu7KV97KVt7KVu7KV97KVu7KV+xiQooVUQgECAxMZFAIBDupkgIKF97KVt7KVu7KV97KVu7KV97KVt7KVu7KV97KVu7KV+xiQooIiIiIiIiIiIiIiIixaiAIiIiIiIiIiIiIiIiUowKKFWEy+WiefPmuFyK3EbK117K1l7K1m7K117K1m7K117K1l7K1m7K117K1m7KV2ziGGPC3YagchwnHnC73W7i4+PD3RwREREREREREREREQkjj8dDQkICQIIxxlPS+6kMWEX4/X5WrFiB3+8Pd1MkBJSvvZStvZSt3ZSvvZSt3ZSvvZStvZSt3ZSvvZSt3ZSv2EQFlCoiEAiwc+dOAoFAuJsiIaB87aVs7aVs7aZ87aVs7aZ87aVs7aVs7aZ87aVs7aZ8xSYqoIiIiIiIiIiIiIiIiBSjAoqIiIiIiIiIiIiIiEgxKqBUES6Xi3bt2uFyKXIbKV97KVt7KVu7KV97KVu7KV97KVt7KVu7KV97KVu7KV+xiWOMCXcbgspxnHjA7Xa7iY+PD3dzREREREREREREREQkjDweDwkJCQAJxhhPSe+nMmAV4fP5mD9/Pj6fL9xNkRBQvvZStvZStnZTvvZStnZTvvZStvZStnZTvvZStnZTvmITFVCqCGMM+/btw7YRR1JI+dpL2dpL2dpN+dpL2dpN+dpL2dpL2dpN+dpL2dpN+YpNVEAREREREREREREREREpRgUUERERERERERERERGRYkpVQHEc5zeHvrscxznnJLc7x3GcrqfbOAmeiIgIunXrRkRERLibIiGgfO2lbO2lbO2mfO2lbO2mfO2lbO2lbO2mfO2lbO2mfMUmTmnmonMcJ80YU99xnChgjTGm/QluNwq4xhhzZZDaWWKO48QDbrfbTXx8fHk/vIiIiIiIiIiIVHEpB3MZtzCJyzo1pGuzWuFuTqltSctk2pq93NG3BbVqRIe7OSIip83j8ZCQkACQYIzxlPR+pZ3C66DjOG2A84Box3HOcxynp+M4HzqOc90Rt6sPrC3lviWEfD4fP/74Iz6fL+j7DgQMD3+2it+OW4Y71xv0/cuphTJfOTFjDP+aso5RHy0lz+sPyWMoW3spW7spX3spW7spX3spW3spW7tV1nynrt7DZS/O4Y2ftnLbOwtZlpQR7iaVyoY9Hm58cwHPz9rEn79YHZLHqKzZSskoX7FJZClvnw1cBtwC1AOeBOoAfuAix3EeAO4BLgaeDWI75TQZY8jMzKQ0I45K6rNlu/hs2W4A0jLzGDeiNzVjSvunJacjlPnKiX2yZBcfzt8BwNj5Oxh9wZlBfwxlay9lazflay9lazflay9la69QZ7vXncfM9XtxOQ4xkS5ioiIKv0e6iImMIPrQv6tFFf58eHtMlIvoCBculxOSdlUVle25m5Xv47Ep64rOkdSMjiC7wM9d7y9h/KjenN204o9E2ZKWye3vLuJgTuEFst+tS+XHjakMbN8gqI9T2bKV0lG+YpPSnuU2xphXgVcdx1ltjLnIcZw1gAGWAf8ApgC1gRnBbapURO5cL0/PSATA5cDynQe5Z9xS3ruzJ9WiNM+h2GtHejaPf7u+6OfXf9rKrb2ak1A9KoytEhERERGRYMnO93H7e4vYkpZV5n1ERThHFFaOX4BpXKsa/7yqky5ErORW7DzAQ5NWkrQ/B8eB+y5swz0XtGbk2KUs3p7BsPcWM3FUHzo2rrjTze9Iz2bIO4vYn11A5ybxdG1ai/GLdvKPyevo27ou1aN1nkdEqp4SvTo7jnMFMApofIqbRhza5y5jjMZoVQEvfb+Z/dkFtKkfy3+v78Kd7y/mly37GTNxBa8P7UFURGlniROp+Hz+AH/4dCU5BX76tK5NRnYBm1KzePPnrfz5suMuDSUiIiIiIpWIMYa/f7WGLWlZ1I2N5pwWZ1DgC5Bf9OUn3/vrvw//Ls/rJ3DEBddev8Hr95GVf/LHi42J4h9XdQxtpyQk/AHDGz9t4YXvN+MPGJrUqs7zN3eld+s6ALx/V0+GvbeIFTsPMuy9RXxyTx/aNogLc6uPtftADkPfXURaZj7tG8YxbnhvoiNdzN6Yxu4Dubw2ewt/urRduJspEnJLd2QweWUK95zfmma1a4S7OVIBlGgRecdxrgK6AHcCNwMdgaeAh4FHAR9wNrCHwlEoDwBXGmN2h6bZJ22rFpE/jkAgQHp6OnXr1sXlCk5RY3NqJpe9NBd/wDBuRC8GtK3H/K3p3PXBEgp8Aa7t1pjnb+6mIcvlIBT5yom9NnsLz3yXSFxMJDN+fz7rUzyM+mgp1aJc/PzwRTSIrxa0x1K29lK2dlO+9lK2dlO+9lK29gpVthMW7eRvX60hwuUwcVQferWqXeL7+vxHF1qKCi/eQ4WXIwowOzNy+O/0jbgcmHJ/fzo3SQhaH2xQ0Z+7uw/k8IdJq1i8o3CNkyvPbsST13U5ZmYCd66Xoe8uZG2yh/pxMUwa3ZdWdWuGo8nHtdedx81vLWBnRg5n1qvJJ/f0pV5cDAAz1u7ltx8vIyrCYcZD53NmvdigPGZFz1ZOT2XM1x8wvDZ7Cy9+v4mAgT6tazNxVB8cR+c1bVHWReRLVEApurHjrACeAK4FrqBwuq40YDDQAYgzxuQ4jvMisN4Y83bJuxAcKqCUD2MMt7+3iF+27OeSjg14+45zi373w4ZURo9bhi9gGNq7OU9c21kHG7HG2mQ31772C76A4fmbu3J9j6YYY7jxzQUsSzrAkN7N+c91XcLdTBERERERKaO1yW6uf2M+Bb4Af7m8Pb8NwVqHRxozcQXfrEqha9MEvry3HxG6CLFSmLIqhb9/tYbMPB+xMZH8+5pOXNe9yQnPfxzILuC2dxaycW8mjROqMWl03wpxdXtaZh63vrWQbenZNK9dg09H96Vhwq8XBRpjGP7hEmYn7uO8M+swfmRvneMR66R68njwkxUs3FZYDHUcMAY+uKsnF7WvH+bWSbCUtYBS2hKgMcZ8AYwA9hlj7jLGPAIsAP5rjMk5dLuNwDml3LeEkNfrZerUqXi93qDs77t1e/lly36iI1383xVHDzMe1KEBL9zSDceB8Yt28tT0jVo0KsSCna8cX57Xz+8nrcQXMFzeuSHXdW8CgOM4RVN3TVqyi237yj5HcnHK1l7K1m7K117K1m7K117K1l7BztaT5+W+Ccsp8AUY1L4+9wxoHZT9nsyjV3Ygrlokq3a7Gb8oKeSPV5lUxOduZp6XP0xayQMTV5CZ56N781pMe2AA1/doetLCwhk1oxk3ojdn1qtJijuPIe8uZI87txxbfqyM7AJuf3cR29KzaVKrOhNG9T6qeAKFn3cfu7ozMZEu5m/dz5RVKUF57IqYrQRPZcr3x42pXP7SXBZuy6BGdATP3dS16Nj/3+kb8Acq1znNLWmZrNp1MNzNsEqpVyhzHCcScIB7D28zxowqdrO9wIHTa5oEm88XnGVp8rx+Hv92AwCjz29N8zrHXjFxVdfGZOf7+MuXa3hrzjbiqkVy/8C2QXl8Ob5g5Ssn9vSMRDanZVEvLoYnr+ty1JvjXq1qM7B9fX7cmMZzMzfx2tAeQXtcZWsvZWun/Vn5PDZlHeu2Gz5NXU5ctSjiqkVSMzqSmjGRhf+OiST20NfR/44gtlokMZFaoLMi03PXbsrXXsrWXsHK1hjDI5+tJml/Dk1qVee5m7uWy5TU9eOq8cil7Xh08jqemZHIZZ0aUj+I0wJXdhXpubss6QAPTVrBroxcXA7cP7AtDwxsQ2QJ13+tFxfDhFF9uPmtBSTtz2HoO4v4ZHQf6seVf97uHC/D3lvEptQsGsTHMGFUb5qecfwRMc3r1GDMwDY8O3MTj3+7gYva1ye+WtRxb1saFSlbCb6Knm+BL8DTMzby7rztAHRqHM8rt3Wndb1Y3DlePlmyi02pWXyxbDc392wW5taWjDGGv321liU7Mnjy2i4M6d083E2yQmkLKAmABzCAyyk8e5gL7Ae2AyuB74Apxpivg9lQqTje+nkbyQdzaZRQjd9deOKhzLf2ak5Wvo8npm7g2ZmbiI2J5K5+rcqxpSLB88uWdN7/pfBF9ekbz6Z2zehjbvPwpe2YnZjG1DV7GL37IGc3rVXezRSRMPPkebnj/cWsS/EADlsz08u0n6gI56RFllo1ormlZ7OgzUEtIpWfMYYDOd7jvkep6jx5XqatSmZlqsOAPC+1o07/pJ/Y6YNfdjBj3V6iIhxeG9qDWjXK7/k0pHcLPl+ezKpdB/n3t+t5dUjwLsiS0+fzB3ht9lZe/rFwofimZ1TnxVu6cW7Lkq+Nc1iD+GqMH9mbWw5Nm3X7u4v45J6+5Xr8zszzcscHos0RXQAAIABJREFUhe9Z68ZGM35kH1rUOfmaLKPOb82XK5LZti+b575L5LFrOpdTa0WCb0d6NmMmrmBNshuAu/u15C+Xty+6kC2hRhRjBrbhiakbeH7WJq7q2pjq0RX/Ircpq1JYvD2DalEuzj+rbribY41SFVCMMcecLXccpwZQD2gP9AdeBao7jnOrMWZBUFopFcbuAzm8/tMWAP42uAM1ok/+JzRyQGuy8n28+P1m/vXNemrGRHLTuZWjaitymDvXy58+WwXA0N7Nuajd8ee/7NAonmu7NeGrFck8PSORj0f2Ls9miljDHzCMX5REvjfAiP6tyuXKz2DIKfAx/IMlrEvxULtmFIMb5dGx89nk+QzZ+T6yjvjKPurffjLzCrflev0AeP2GgzleDuaceMj7F8t28+0D/WmUUL28uigiFZQxhv/7ei3jF+2kZ8szGDWgNb/p0KDSHD9DwecPMHdzOl8s382s9ank+wJABFOemcO13ZtwR98WtG+oNTPlV8t3HuA/0wpnWvj74A50a1a+F0NFuByevLYzV786j29X7+Gmc/dxwVn1yrUNcny7MnJ4aNJKliUVTrRybbfG/Pvazqc1AqPpGTWYMKo3N7+1gE2pWdz+7iImjupDQo3QF3hzCnwM/3AJq3YdpFaNKD4e2Zs29U99UU5MZARPXNOZIe8uYtzCJG48pxldmiaEvL0iwTZ5ZTJ/+3IN2QV+atWI4pkbu3JxxwbH3G5Y3xZ88MsOkg/m8v4v27nvojZhaG3JZef7il7H7ruwzQlHlEnplWoR+RLt0HEigFuAiSYMC19oEfnjM8aQmZlJXFzcaS32dd/45Uxds4derWoz6Z4+JdqXMYYnpm7gvXnbcTnw6pAeDO7SqMxtkGMFK185vt9PWslXK5JpWacG0x4ccNLC4a6MHAY+9xNev+HjEb3p3/b0Kv7K1l7K9vjSs/L5/aSVzN1cOHLj+u5NePrGs0s8LUK45Pv8jBy7lLmb04mrFskno/rQLM4pdb4+f4DsAn+xAouPrLyjCy9TVqWwKTWLrs1q8enoPpryqxzpuWu3yprvxMU7+euXa47a1rpuTYb3b8WN5zSlWlTVOUasT/Hw5fLdfL0yhfSs/KLtbevHEggE2JqeU7StV8vaDOvbgks7NSQ6smK/zsiJBeN5eyC7gCtenkuKO48rujTi1SHdw3YMePzb9bw3bzvNa9dg5u/Pr1LP3+MJ93H56xXJPPr1WjLzfcTFRPL4tZ259tBamMGwJS2LW99eQHpWAV2b1eLjEb2IC8LUWCeS5/Uz/MMlzN+6n7hqkUwc1YfOTUpXBHnwkxVMXplC16YJfHlvPyLKWKwPd7YSWhUx35wCH/+cvI7Plu0GCqdif+nWbie9IO3rFck8NGklcTGR/PzIRRV6pO9T0zfy5s9b9fpxEmVdRD5UBZRFxphzg7rjkj++CijHYYzB5/MRGRlZ5gPX/K3pDHlnES4Hvh0zgI6NS/7/a4zhr1+u4ZMlu4iKcHjnjnO58ARX8UvpBSPfE8nM8/LDhjSa16lBh4bxlWLIYjB9uzqF+yeswOXA5787jx7Nzzjlff41ZR0fzt9BlyYJTLm/32llEspsJbyU7bEWb89gzMTlpHryqRblwuc3+AKGK89uxAu3dCOqghZRfP4A901YznfrUqkRHcG4Eb3p0bxWSPPduT+Hq16dhzvXy229mvPf67sE/THk+PTcPbFAwPD9hlR2ZuTg9Ru8/gBef4ACfwCvr9jPfoPXd+TPgaL7FPiO/vnXbQZ/wNC9eS1G9G/FoA4NynzS5kQqY76rdh3kpjcXUOAP8LsLz8QYGL8oicy8wnnHa9eMZlifFgzr24K6sTFhbm1opHnymLwyhS+W72bj3syi7bVrRnN118bc0KMpnRrH4fP5WLbLw7iFSXy3LrVoUdh6cTHc1qs5Q3o1P2bxZKn4Tvd5GwgYRoxdwuzEfbSqW5Mp9/cL6QnsU8nK93Hx8z+zx53HmIFt+OMl7cLWloogXMdlT56XR79ey+SVhQumn9viDF64pRvNagf/iu7EvZnc+vYCDuR4ObfFGYwd3ouaMaVesviU8n1+Ro9bxk+J+6gZHcG4kb1L9Pm2uLTMPAY9+zOZ+T4ev7Yzw/q0KFN7KuNrrpRcRct3fYqH+ycuZ9u+bFwOPDCoLWMGtj3le8lAwHDVq/NYl+Lh7n4t+edVncqpxaWzdV8Wl704B6/f8N6d5zKow7EjaqQcCiiO4/wOyAP8FC4iHwF4jDGfO45TQOGi8ebQ1xZjzIDSdSE4VEA5Pq/Xy7Rp0xg8eDBRZZjz1+cPcMXL80hMzWRYnxY8fm3p57r0BwwPfrKCb1fvoVqUi7F396J36zql3o8c63TzPRGfP8Dt7y1i4bYMAFwOnFkvlk6N4+ncJIGOjePp1DiBhOp2ziOd6snjkhfm4M718sDANvyhhB9e0rPyueDp2WQX+HltSA+uOLvsI65Cla2En7L9VSBgeHvuNp75LhF/wNCmfiyvD+3B9vRs7p+wHK/fcEnHBrwypHuFG2kRCBj+9PkqvlyeTHSEiw/u7km/NnXLJd+fEtO4+8MlGAP/u6ELt/TUAoHlQc/d45u/NZ0np244tP5P+WhRpwbD+xWOsAjWiabKlu/+rHyuemUeKe48LunYgLeGnYPjOGTl+/h0yS7em7ed5IO5AERHurihR1NGDmhlxfpJeV4/M9en8uXy3czZtI9DtRCiI1z8pmN9ru/elAva1SsqvhfPdo87l4mLdjJh8a6ikSoRLodLOzVgWJ+W9Gldu0Kc8JFTO93n7Wuzt/DMd4nERLr46t5+pbpQMFRmrN3Lbz9eRlSEw/QHB9Cmfly4mxQ24TguL9mRwUOfrCT5YC4RLocHB7Xl3gvPDOmI6LXJbm57ZyGZeT76tq7DB3f3DOrV415/gHvHL2fW+lSqR0UwdngverUq/foth42dv4N/TllHXLVIfvzjhdSLK32BvrK95krpVJR8jTGMW5jEE1M3UOAL0CA+hpdu7U6fUpyPnLc5ndvfW0RUhMMPf7iQ5nUq1tRYxhjueH8xczenM7B9fd6/q2e4m1RhlbWAUppPGv8APgaGHvruABcAnwOrjDFF6TiOM6cU+5VKYPyinSSmZlKrRhR/vOSsMu0jwuXwwi3dyC3w88PGNEaMXcqEUb210HYF9uzMTSzcVrj4VGxMFOlZ+WxOy2JzWhZfH7oSB6B57RpHFVU6N04o0xuoisQYw8Ofr8ad66VLkwTGDGpb4vvWjY1h5IDWvPTDZp6dmcglnRpU2CvnRcLtYE4Bf/psFd9vSAMK55R+8rou1IyJ5KwGcbw97FxGf7yMmetTGT1uGW/efk6FGYpsjOFf36zjy+XJRLgcXh3SnX5tym+hvgvb1eePF5/FszM38ejkdbRvGE/Xcp6vXWRLWhZPTd9Q9ByOi4nkwvb1qRbpIirSRXSEi0iXQ1Ski6gIF9ERDlERhf8u/P0RP0e4iI4s9nOEi6hD26IjXOT7AnyxfDcTFu0kaX8O/5yyjudmJnJb7+bcdV7LKrUmkD9geOCTFaS482hdtybP3ty16IR/bEwkw/u34o6+LZixbi/vzNnGqt1uJi7eycTFO/lNh/qMGtCaXq0qV5EgEDAs2ZHBl8uTmbZmD5n5vqLf9Whei+t7NOXKsxuVaOHvRgnV+cMl7bh/YFtmrNvLuAU7WLLjANPW7GXamr2c1SCWYX1acF2PpsSG4EpwqRgWbtvPczMTAfj3NZ0qRPEE4NJODRjUvj4/bEzj71+t5ZMSTp8tp8fnD/DyD5t5dfYWAqbwc+6Lt3Yr0yiN0urcJIGxw3sx7N1FLNi2n9HjlvH2HecE5eIhnz/AQ5NWMmt9KtGRLt6989zTKp4A3N6nBZ8t28XaZA//nbaB52/pdtrtFAm2gzkFPPL5amauTwVgUPv6PHNT11JPw9W/bV3OP6seczbt45mZibxyW/dQNLfMZq5PZe7mdKIjXPzjyo7hbo6VSvNOcJcx5mHHcS40xjwC4DjO4kO/a+c4zo/Bb55UBBnZBUVvKv90SbsSfSA5kagIF68N7cHdHyxhwbb93PH+Yj4d3ZezGlTdK2oqqlnrU3nz560APHdTN644uxFpnjzWpXhYm+wu/J7iZveBXHZm5LAzI4fpa/cW3b9BfAydGifQuXE8HRsn0LlJPE1qVa80b/w/XpjEnE37iIl08cItXUtdABl1fms+XpjE9vRsPl26i6G9yzasWcRmK3cd5L7xy0k+mEt0pIt/XdWJ23o1O+o4cVH7+rx/Z09GfrSEnxL3MXLsUt6+45yTrkVUXp75LpGPFiThOPDcTV25pFPDcm/DvRe2YdVuN7PWp/K7j5fxzZj+1LF0ih6pWPZn5fPi95uZsHgn/oAhwuUwtHdzHhzUNuR/g3++rD1jBrbhi2W7eW/ednbsz+Gtn7fx3tztXHF2I0b0b1UlLtB5bmYiv2zZT/WoCN4cds5xFzOOjHBx5dmNuaJLIxZvz+Cdudv5fkMq329I4/sNaXRtmsDIAa25vHPDCr3W1I70bL5ckcxXK3azKyO3aHuTWtW5oUcTruvRlFZ1a5Zp39GRLq7u2piruzZmwx4PHy1I4usVyWxKzeLRyev434xEru/RhGF9WtBWn1mssi8znzETVxAwcH2PJtx8brNwN6mI4zg8dk0n5m/dz6LtGXyxPJkbz2ka7mZZLWl/Ng9NWsmKnQcBuKFHU/51dcdync6tR/Mz+ODuXtz5/mJ+3rSP+yes4PWhPU7rYrxAwPDI56uZunoPUREOb91+TlAu+IlwOTx5bReuff0XvlyRzE3nNqPvmZphRCqOpTsyeGBi4YUmUREOf728A3f3a1nmc1J/uaw9czfv45tVKYzs36rCXLiW5/Xz72/WAzDq/Fa0LOP7ITm5YJ19SALup3BUCsAbQdqvVADPzkzEk+ejQ6N4but1+tODVIuK4J07z+X2dxexctdBbn93EZ/9ti8t6uhJXlEk7c/mD5+uBODufi2LpqCqH1+N+vHVuKj9r+vXHMwpYP2hYsrh4sq29GxSPfmketL4cWNa0W1r1YgqHKnS+NBIlSYJtKpTE1eQ5y8/Xdv2ZfHktA0A/OXy9mUaMh8bE8n9A9vw2Dfreen7zVzfvWmVWz9G5ESMMYydv4Mnp23A6ze0qFOD14b0OOEClv3b1mXs3b0Y/uES5m1J564PlvD+XT3DekXw6z9t4fWfCovMTwR5MdHScLkcnru5K9e++gvb0rMZM3EFHw3vVaFPhIbavM3pfL8hlXsvOpP6cVrLINjyvH4++GUHr8/eUnT1/286NOCvg9uX67RQNaIjGda3JUN7t+DHjWm8O28bC7dlMHllCpNXptCrZW1GDGjFb0KwTkpF8N26vUXHoP/dePYpL0ZyHIferevQu3Udtu7L4r152/li2W5W7XYzZuIKmtSqzoj+rbi5Z7MKM9rCneNl6po9fLF8N8uSDhRtj42JZHCXhtzQoyk9W9YO6vvIDo3i+e/1XfjL5e35YtluPl6YxLb0bD5akMRHC5Lo27oOd/RtwcUdG1Tp46wNDk8vvS8zn7MaxPLEtZ0r3IVeTc+owYO/actT0zfyn2kbGNS+PmdU4MWLKytjDF8sT+afk9eSXeAnrlok/7muC1d1bRyW9vRqVZt37zyXuz9cwqz1qTw0aSUv3dKtTMccYwx//3oNX64oHC39ym09jvosf7q6NqvF0N7N+XjhTh6dvJZpDwwgOlLHRgkvf8Dwxk9beOH7zfgDhpZ1avDKbT3o0vT4nzVLqmPjeK7r3oQvlyfz3+kbmDiqYowMfOOnrSQfzKVRQjXuu6hNuJtjrdKsgbLYGNPLcZwlh6frOmLbHmDc4ZsCvY0x54emyadsp9ZAOY6yLt60NtnNVa/Owxj4dHTf0x7meaSDOQXc+vZCNu7NpOkZ1fnst32r1LQLwRTMxbnyvH6ue30+G/Z46NG8Fp/c07fUb4Ky831s3OthbbKHdSlu1iZ72JyWidd/7PGmRnQE3ZrV4m+DO5zw5Gl58vkD3PDmAlbtOkj/NnX5aHivMn8wz/f5GfTcz+w+kMsjl7Xj3gtL/2JW0RZek+Cpqtlm5nn5yxdrmLpmDwCXd27I/248+7hXThe3LOkAd72/mMx8H92b1+LDu3uFZQ2mcQt28OjkdQD89fL2jL7gzGNuU975bk7N5JrXfiGnwM/o81vz18EdQv6YFdEni3fyt6/WEDCFJ0Inje5Tor+t0qiqz11jDFNWpfD0jMSiNTU6NY7n71d04Lwzy2/qupNZm+zm/XnbmbIqBd+hBTFa1KnB3ee15KZzm5VonZTKkO+2fVlc/eovZOX7GN6vFf+4qmxTNezPymfcwsLCQEZ2AQBx1SIZ2rsFd53XMiyLqXv9AeZs2seXy5OZtSGVAl8AKFyHb0DbelzfowmXdGxYpotSypJtIGD4ZWs6Hy1I4ocNqUXrrDSMr8aQ3s25tVczFWorgLJk+/zMRF7+cQs1oiOYcn+/CrvGiNcf4MpDa5Hecm4z/nfj2eFuUrkL5XE5z+vn4c9X882qwumpe7WqzQu3dKNJrfCfl5i9MY17xi3F6zdc370Jz97UtVSfS40xPPbNej6cvwOXAy/d2j0kRSF3jpdBz/9EelZBqT/zVobXXCm7cOSb6snj95NWMn/rfgCu696Ex6/tHLSLQ5IP5nLRsz9R4AvwwV09g1qQLItdGTn85vmfyfcFTnv93aqiPBaRP1wsWWyM6VVs2zbgX/w6AmWECigVizGGzMxM4uLiSnzgMsZw45sLWJZ0gKu7NublEMzxl5aZxy1vLWR7ejZn1qvJpNF9qaupR0qtLPmeyCOfr+LTpbupUzOabx/oH7SiVr7Pz+bUrKKCyroUN+v3eMjzFn4wjo508fg1ncK+CPJL32/mhe83EV8tku9+f/5p9//L5bv5w6eriKsWydxHLir1FHjBzFYqlqqY7foUD/eOX8aO/TlEuhz+Nrj0w6jX7HZz+3uLitYnGjei12lNLVlah5/TAGMGtuGPl7Q77u3Cke+0NXu4d/xygCr3BtoYwys/buH5WZuAwkWkC/wB+rSuzYd39wrqujmhzDYQMPxvxkYSUzMZ1L4+l3RqSIP48J+cXbojg8enbmDVrsJpTRrGV+PhS9txXfcmFW4UKcBedx4fLdjB+EU7ced6gcLCwJDezbmzb0san+TEWEU/Nmfn+7j2tV/YnJZFr5a1GT+q92mvs5bn9fPF8t28N3c729KzAYiKcLiqa2NGDWhNh0bB+0wVCBgO5BSQlplPqiePtMx80g59T/XksSzpAOlZBUW3b98wjht6NOWabo2pf5rPhdPNdveBHCYs2sknS3YVFZyiIhwu69yIO/q24NwWZ1TIv5mqoLTZ/rxpH3d9sBhj4KVbu3FNt/CMIi2pZUkZ3PDGAgA++21ferYM3kWNlUGojsvGGB74ZCXfrEoh0uXw+4vP4rcXnFmhRi3OWLuX+yYsxx8w3NarGf+5rkuJ/g+MMTw1fSNvzdkGwLM3dQ3pFHCH3x9Xi3Ix6/cX0Kx2yRbYruivuXJ6yjvf2Ylp/PHTVWRkF1AjOoLHr+nMDSH4u//v9A289fM2zmoQy/QHzw/rMeOej5Yyc30q551Zh/Eje+t5VALlUUDxAgeAWsBBCosl24sVUDi0XQWUCsbr9TJt2jQGDx5MVFTJrsT8ekUyD01aSfWoCH780wUhGx2SfDCXm96YT4o7j46N4pl4T5+wXFFcmZUl3+P5dMkuHvliNS4Hxo3oHfLFkP0Bw7Z9WTw1fSM/HJrq66ZzmvLvazqHZbqrVbsOcv0b8/EHTNA+TPkDhitensvGvZlluio8WNlKxVOVsjXG8OnSXfxj8jryfQGa1KrOK0O6l3lBzvUpHoa9t4j92QW0bxjH+JG9y2XdjyM/xN51Xkv+eVXHE75JDVe+h9/Q14iO4Ov7+lWJNcb8AcM/Jq9l/KKdANx/URsu69yQW99eSFa+j8FdGvLKbT2C9uEmVNkGAoXTbExcvKtom+MUzod+eeeGXNqpYYlPSARL0v5snpq+sWiNsxrREfzugjMZOaB1pZiWMqfAxxfLk3l/3na2HyoMRLgcruhSuE7K8eaursjHZmMMYyau4NvVe6gfF8O3D/QP6uiHQMDww8Y03pmzjcU7Moq2D2hbl1EDWjOgbd0THvMCAUNGTkFRUWSf59cCyZGFkn1Z+ccdkXykurHRXNOtCdf3aELHRvFBOxkQrGzzfX6mrdnDRwuSitZKgMJizzXdmtCxcTwdGsVpZEo5Kk22e9y5XPHyPDKyCxjauzlPXtelnFp5ev765WomLt7FWQ1i+XZM1ZomKVTH5RdmbeKlHzYT6XIYO7xXyD/7ltWUVSk89EnhWj2nev952POzNvHyD5sB+M91XRjSO7QXKRpjuPXthSzansFvOjTg3TvPLdH9KvJrrpy+8sq3wBfgme828s7c7QB0bBTPK0O6h2xqWXeOl/OfmY0718vTN5zNzT3Ds37WT4lp3PXBEiJdDtMfHKB12kqorAWU0oxhSgDyjTF+p/Bo7QIOPwOmAt2AQBn2KxVQVr6P/xxaA+L+gW1COrVWk1rV+Xhkb25+awHr93gY/uESxo3oVSEWCK5K1qW4eXTyWgD+cPFZ5fIGMsLl0LZBHO/ccS5v/LyV52Ym8tmy3axJdvPG7eeUeTHQssgt8PP7T1fiDxiuPLtR0K5Ei3A5PHJZO4Z/uJQP5+/grn4tNVWdVCk5BT7+7+u1fLk8GYCL2tXj+Zu7ndYc3h0bx/PJPX0Y8u4iNu7N5Na3FzJ+ZO/Tvjr5ZOZs2scDE1fgDxhuPKcp/7jy1B9ew+HhS9qxNtnNL1v2M3rcMibf3y/oU1hVJHlePw9MXMHM9ak4Djx2dSfu6NsSgLeHncNdHyxh2pq91Km5jn9f06lCZgaHp9lYx8TFu3A5cEfflqzafZAVOw+yLOkAy5IO8MTUDXRuEs/lnRtxWeeGIV1v5GBOAa/8uIWPFuzA6ze4HLilZzN+f/FZleqkcI3oSIb1acHQXs2ZnZjGu3O3s2DbfqasSmHKqhR6tjyDEf1bc3HHyrFOyvu/7ODb1XuIdDm8PrRH0LNwuRwu7tiAizs2YOWug7wzdxvT1+xh7uZ05m5OLxoNkuv1HzN6ZF9mftG0aSVRp2Z04dp6cTE0iI+hflw16sfH0KpuTfq2rlOh1xeJiYzguu5Nua57U9Ymu/lowQ4mr0xh495MNs7YWHS7urHRdGgUf+grjg6N4jmzXuxpjxiSsvP6A9w/YQUZ2QV0bhLPo1eWbfq7cPjzZe35bl0qm1IL1zD63YXHTh8qJTd5ZTIvHVFgqKjFE4CruzamwBfgT5+t4sP5O4iJdPGXy9uf8D3Na7O3FBVP/nlVx5AXT6Bwna0nru3M5S/N5fsNqcxan8rFHRuE/HFFkvYXrgG5ercbKCwy/uXy9kEdfV5cQo0oxgxswxNTN/D8rE1c1bVxuV9YlO/z89ihhePvPK+liifloDRnqHsCDzuOc7UxJuA4Tmsg5dDvJgErjDHZjuNEHfpZKrHXZm8hLTOf5rVrMKJ/q5A/Xut6sYwb0Ztb3iqcMuyej5bx7p3nhvSgJ79y53r53cfLyfcFGNi+fpnW6jgdLpfDfRe1oXvzWjwwcQUb92Zy9SvzeOams7msc/lMQfPU9A1s25dNg/gYnri2c1D3fVG7+vRqWZvFOzJ46fvNPHVD1Zu7WKqmLWmZ/O7j5WxOy8LlwJ8ubcdvzz8zKFP+tG0Qx6ej+zLknYVsTsvilrcXMmFU75AUKJfuyOCecUsp8AcY3KUhT13fpUJOWwQQGeHi5Vu7c/Wrv7A9PZs/TFrF28POqbDtPR0HcwoYOXYpS5MOEB3p4qVbunF5l19fM85rU5fnb+nKmIkrGLcwifpxMYwZ1DaMLT4+Ywz/mbaBsQuScBx45sauRdMN7HXn8d26vUxfu4fF2zNYm1y4vtgz3yVyVoNYLuvUkMs6N6JDo+BMjVDgCzBuYRIv/7C5aOqr88+qx98Gt6d9w8o7stvlchjUoQGDOjRgXYqb9+Zt55tVKSzZcYAlO5bRvHYN7u5XuE5KTAU9t71o2/6ii5v+74oOnBviKXy6NavFa0N6sCsjh/d/2c6kJbvYuDeTJw+14XgcB+rUjDmmKPJroaTwe93YGGuunu/cJIGnb+zK3wZ34MvlySxLOsCGPR62788mPaugqPh0WHSEizb1Y4uKKh0PFVi0MHj5eOa7RJYlHSCuWiSvDzmnUn3WrFUjmr8P7sAfP1vFSz9s4sqzG5X7qERbLEvK4OHPVgMw+oLWYbt6vDRuPKcp+T4/f/9qLW/N2UZMVAR/uPisY2733rztPPNdIgB/ubw9d/cL/bmcw9o2iGPU+a1546et/GvKOvq1qaOLYiWkJq9M5u9frSUr30etGlE8fcPZXNKpYbk89rC+Lfjglx0kH8zl/V+2l/vi7e/P28H29Gzqxsbw4G8q3ucbG5XoaOY4ThPgM+DBQ8WTHsAM4M+O43wGPAQMcBznR+AT4LZQNVjKLjKyZC9e29Ozee/Q0LdHr+xYbm8sOzSKZ+zwXgx9dxHztqQzZuIKXh/aQ1dplVBJ8y0uEDD88dNV7MzIoekZ1Xn+5tItThdM551Zl6kPDOD+CctZsuMAv/14OaMGtOKRy9qH9O9gzqZ9jF2QBBSeuAr2egqO4/Dny9txwxsL+HTpLkYOaE2b+iW/cris2crpSfPk8cvWdAZ1aBCyK/htznbyymT++uUacgr81I+L4eXbutOndZ2gPkarujX5dHRfbnuncC2tm99awISRfYJ6QmFtspu7P1hCnjfABWfV48Vbupf4yuhw5VsnNoY3bu/BjW8u4PsNqbw2e0uFLBycjpSDudz5/mI2p2URVy2Sd+8JO2hZAAAgAElEQVQ4l97H+fu68uzGpGfm869v1vPcrE3Ui4vh1l6nfyVmsLI1xvDszMSiKQf+e12Xo+ZqbphQjTvPa8md57UkPSufWetTmbF2L/O3prMpNYtNqVt4+ccttKhT41AxpSHdmtUqdTHFGMN36/by1PSN7NifA0C7BnH87YoOXHBWvaD0taLo1DiB52/uxp8va1+0TsrOjBwe+2Y9z8/axM3nNKFNoGIdm1M9edw3oXAE3DXdGnPneS3L7bGb1a7BP6/qxEODzmLC4p2s2HmA2keNHvn1e53Y6Ar/vj1Ux+VaNaIZ3r8Vww9deJZT4CNxbyYb9mSyYY+HDXs8bNybSVa+j/V7PKzfc/SMEQ3jqxWNUjn81apuzUoxMqqiOFW2M9ft5e1D60E8c2NXmtepfMWH63s04bNlu1i4LYN/TF7L+3f1rLAjK4MtWM/dXRk53PPRMgr8AS7p2IA/X9o+KPstD0N7tyDfG+Df367n5R82ExPpOuqk7ccLk3j828Ir0h/6TVt+e0H5j1IaM7ANU1amkHwwl1d+3MKfLzv1/6/Nn4ckNPmmZebx2Dfrmbp6DwC9WtbmxVu7nXSNu2CLiYzg4Uvb8dCklbz501Zu69Wc2uV0McRedx6v/Fg4yuyvl7e3eraBiqREa6A4jhMHXGOM+fjQCJO1wERjzL+OuE0N4GbgQSDbGNM/NE0+ZVu1BsppGvHhEn7YmMb5Z9Vj7N3l/6Zs/tZ07vpgCQW+ANd1b8JzN4XvhH5V8MZPW/nfjI1ER7j4/Hd9ObvpsfOBlzevP8DTM36dw7JnyzN4dUiPkCykezCngEtfnEOqJ587+7bgsWuCO/rkSCPHLuX7Dalc1qkhbw47J2SPI6cnaX82b/68jS+W7abAH6Bzk3jGj9TaTCWV5/Xz72/XM+HQehT92tThxVu6Uy8udGuUJB/MZeg7C9mxP4fGCdWYMKoPLYMwBeCWtExufmshGdkF9GpZm7HDe1WKdR8O+3TpLh75fDWOA+/f1ZOL2tUPd5OCYlNqJne8t5i9njwaxlfjw+E9Tzk64ukZG3n9p624HHhr2LkVZlqJl77fzAvfFy58/+9rfp1+7FTcuV5+2JDK9LV7mbNpH/m+QNHvGiVU49JDxZSeLWuf8gTsql0HeXLqhqI1L+rGxvDHS87ipnOaVuhplIIlt6BwAfX35/26gHrd2BhevKUb/duGf0qXAl+A295ZyLKkA7RvGMeX956nK3orqUDAkHwwl/WHCiqFX5nszMg57u1jIl20axhHh4a/TgHWtVmtSjVqoqLYuT+HK16ZS2aejxH9W1WqqbuK25KWxeUvzcHrN7wxtMdRIy/l5Dx5Xm54fT6b07Lo3CSeT0f3rZTH08Of36HwgtcR/VsVvecD+N2FZ/LIpe3CVlybtT6VUR8t1boMEnTGGCYt2cV/pm3Ak+cj4tBMJg8MbBOW96yBgOGqV+exLsXD3f1a8s+rOpXL4z4wcQVTVqVwTosz+Gx0X50vLaWQLyJ/1J0cp5Yx5uBJfl/fGJNW6h0HgQooxxcIBEhPT6du3bq4XCc+sMzemMbdHxYuQvTd788P6fzaJ/PDhlRGj1uGL2C4vU9zHr+mc5W5uqYsSppvcQu27mfouwsJmPJZXK60Zqzdw8OfrSYz30fd2Ghevq07550Z3JMZ909Yzrer99C6Xk2mjhkQ0pOjm1IzuezFOQQMfH1fP7odZ/Ha4sqarZTeuhQ3b/68jamrUzg8jXtUhIPXb+jevBbjRvQmNiZ4H7JszDZpfzb3jl/OuhQPjgNjBrblwUFty+UK2lRPHkPeWcjWfdnUj4thwqg+pRrpVdyujBxufHM+qZ58zm6awPiRvYkrxdU9FSXfv3+1hvGLdhJfLZJvxvSnRZ3yW1sqFBZvz2Dk2CV48ny0qR/L2OG9aFKCq82MMTzy+Wo+W7abmEgX40f2LvMUSMHK9sgTIP93RQdGDmhdpv1k5/v4KXEf09fuYfbGNLIL/EW/qxsbzcUdC4sp551Z56jRAbsP5PDMd4lMXlk4I2+1KBejBrRm9AVnBvVYV1kEAoafNqXx1PSNbErNwnHg/ova8OCgtmEtJP1ryjo+nL+DuGqRfHN//6AUh6uqinJcLi4zz3totIqH9YdGrCTuzSTX6z/mtmfUiCoclda3pab9OsLJss33+bnxjQWsSXbTo3ktJo3uW+FHSp3K8zMTefnHLTSIj+GHP15o/TE7GM9dnz/A8LFLmbNpHw3iY5h8X38aJlSeNb2Ke2HWpqI1XG7o0ZQvV+zGGLi7X8sKsU7f/7N33+FRlWkfx79nJr2TBgkJkAAJvRN6ETuIBQVEsKOIDeuuuu6rrq7dddfu2lApoiuKAnaqhB5CaAklQCqpZNIz7bx/JESqkJBkJs/cn+vyMplMJs/Db86ZmXM/5djAwSExwXxx59AztsdZz8uiaTRlvukF5Ty+eAcbD9YO+OndPpAXJvWmV/vApmhqo/2+r5AZH23E3ajx60Njmv2z1ob0Iq7/7wY0Db6/d6TD+98aNbaA0qhn8J8VT+p+7pDiiTgzm83G+vXrsdlOfSN+jNlaOx0U4LaRMQ4rngBc2L0t/5raD02DeRsyePHHVBpT7HMV55LvyfJLq7lv4Tbseu108GkJzrf262W9IvjuvpF0a+dPYbmZGR9u5O2V+7E3YJPSP7MkOZulKbkYDRqvT+nX7CPL49r6M2lA7dIsL/1wbs/pxmQrzp2u62xML+KWTzYx4Y3f+X57bfFkbHwYX84axpJ7RhLo7c62jBJum7uZKnPT5aBatj/uzOWKN2pH4AT7evDprQk8dHFciy0/0jbAi0WzhtGtnT/5ZTVc/9/1pB455/dDJ8grrWb6hxvJK62ha7gfn96a0KDiCThPvv83sQf9ooMorbYy6/OtTfocbmk/7jzCjI82UlptZWDHNvzvrmHnVDyB2qUUX5jUm3Hdwqmx2rn90y3szStrVDuaItuPfj9YXzx59NL4RhdPAHw93ZjQJ4K3bhjA1r9fzAc3DeLaAVEEeLlRWG5m4aYMbv54EwOf/YWHvkzmp11HeOnHVMa9trq+eDJpQHtWPjKWhy+JV/5C3JkYDBrjurXl61lDGB5uR9fhzRX7ueGDjeSaqhzSpm+3ZTM38RAA/5rST4on58lZzssn8/dyZ1CnYG4c1okXJvXm23tGsOuZS1n5yFjemT6A+8Z14aLu4YT5e3K00sK/f93H8BdX8PR3u8g6evrZK67mz7J9bukedmSbaOPjzls3qLE89N0XdKFjiA95pTW89nOao5vT7Jri2P3H0t2s2VuAt7uRj24e3KqLJ3DiEl1fJ9UWT6YP6eAUxROo3bzey93AxoPFfLMt+4z3c9bzsmgaTZGv2WrnrRX7uOw/a9l4sBhvdyNPTujON3cPd4riwciuoYyOC8Ni0+v3H2ouVpudp5bsAmqPd2fovytp/e8eRJP5ZN3B+k2I7hvXshsgnc6VfSN54ZreALy/Op0HFyXzwZp0lqbksPXwUXJNVVht9rM8ijgdi83OPQuSKCyvoVs7f/55dW+neKN1OjGhvnx7zwgmD4zCrtdu/njHZ1swVVrO63FzTVX8/dudQO1arX3PYTZIU3jgoq54GA2sTy9izXGbioqWZbfr/LYnj+veW8/U/25gVVoBBg0m9o1k+f2jmHtrAgkxwfSIDODz2xPw93Rj08Fi7vhsC9WnGRHqysxWO//4fjd3zUuirMbKoI5tWH7/KEY7YN+EUD9PFt4xlF7tAygsN3P9fzewM9vUoMcorqgt1mYUV9Ih2Id5M4e06lG+nm5G3p0xgFA/D1KPlPHY4pRWOSBh3obD3D1/K2arnYu6t2X+zCEN3q/KzWjg7RsG0L9DEKYqCzd/vImckpa/MP75cWuUz7mwa5NuOunlbuTiHm15bUpftv79Yj67LYFpCR0I9fOgtNrK4qRsZn2+lXdXHcBstTM0Npil943kX1P6ERHYcutGOzMvdyNTO9t5fXJv/Dzd2HSomPH/WcvK1JYdH7Ynt5THFtcux3LvBV2cZtk50TIMBo2YUF/G947g4Uvi+fDmwax/bBxvTOtPz8gAqiw25iYeYswrq3hwUXKjBwyo7rvtOXy+oXafw39Nbdn18ZuTl7uRZ+uWHf408VCD3+u4mrnrDvLZ+sNoGvz7+n5KXHTUNI2/XhbPzLp9l6YOinaqVTuig324v27/vX8u23Pen92Fa9qWcZSJb/7Oqz/vxWy1MzoujJ8fHM3MUbFOtczsY5d1Q9NgaUou2zP/dL7Befl8w2HS8soI8nHn4Yvjm+3viNNzzSFm4hT5pdW8UTcF9LHLuzV4pG1zuT6hA+U1Vp5btodvk3P4tm6k5DFGg0a4vycRgV5EBHrX/j/Im8hAL9oFehEZ5E2on6dswHiSl39MZfOho/h5uvHO9AFOv6a/l7uRVyb3ZVCnNvx9yS5+S81nwptreWf6gEbt2WK36zzy1XZKq630jQ5q0otXZxPVxocbh3WsHX38QyqjuoTKmpUtyGqzszQll3dXHSCtbvS5h9HAdYOimDU69rRTbvtEBTH3tsHc+NEmft9fyN3zk3hvxkA83JznTZujZJdUce+CJLZl1L5RnDU6lkcujXfo6M42vh7MnzmUmz/eRHJmCdM+2MBntyXQv0Obs/5uabWlfmPydgFezJ85pFn2XmppEYHevHXDAKZ/uJElyTn0iw7i1hExjm7WOdF1ndd/2csbK/YDMC2hA89e1bPRH5q8PYx8fPNgJr+/nv355dz08Sb+d9ewBhdjGmvR5oz64v3ssZ154KKuzfa33I0GRseFMToujOeu7sWWQ8X8sPMIv6XmEeDlzgMXxXFR93CnudjibK7oE0H/jiHcuzCJndml3Dp3c4ud40xVFu6at5Vqi51RXUN58OK4Zv17onVwMxq4sm8kE/tE8Pv+Qt5bfYB1+4v4Zls232zLZmx8GHeN6cyQmGA5roEDBeU8/vUfRUhV9gE7ZnRcGBP7RvL99hye+GYH39w9Qj7znsbKtPz6VTb+elk3Lu3ZzsEtajqapvHkFT24+4IuLbZ5dUPMHBnL4qRs9ueX88rPqTx3dW9HN0m0EuU1Vl79KY1P1x9C1yHY14P/u6IHV/WLdMrXtx6RAVzTvz2Lk7J54Yc9LLzjzMvWNVZBWQ3/+rl238RHL41v1QP8WispoLgITdPw9/c/40H84g+pVJht9IsOYlL/9i3cuj83c1QsMaG+bDpYTI6pmiOmKnJKqskrrcZq18k1VZNrqgZOX+l1M2i0DfA6pbgSEehNZFDt16G+nq36IvbZ8j3ejztz6zdnf3VyH2IduFRbQ00d3IGekYHcPT+JjOJKrnt3PU9d2YMbEjo06AXq0/WHWLe/CC93A69P6dviF3vvuaALizZnsju3lKU7crmyb+QZ79uQbJ1RpdmKQdMcvuFptcXGV1syeX9NOllHa0ec+3m6MX1oB24fEUP4WS6SD+wYzEc3D+aWTzaxIjWf+xdu460b+p/XyJfWnu3KtHweXJRMSaWFAC83XpvSz2lGSAd6u/P57QncNnczmw8dZcaHG/mkblbRmVSZbcycu4Ud2SaCfT2YN3MI0cE+jW6Ds+U7NDaEJ8Z359mlu/nnsj30iAhgSGyIo5v1p6w2O3/7ZieLtmQCtTP45lzY9bz/Tdv4evDpbQlc+04i+/PLuf3TLcy7fcg5DyZobLaLk7J4bPEOAG4fGdOiG7waDRpDYkMYEhvC01e2zAaXrdXx+XYK9eXr2cN5YXkqcxMP8f6adDYdKuaN6/uf1/nhz9jtOg9/mczhokraB3nzxvX95aJoE3G283JjaZrGqK5hjOoaxo4sE++tPsAPO3NZlVbAqrQC+kUHcdeYzlzSo22r/nzTECdnW2W2cfe8JCrMNobGBjdrsdqR/n5Fd1al5ZOSZWL+xsPcNKyTo5vULBp77KYdKeO+BbVLVk+pGyylImcsngB4uBl49qpeTPtgA/M3ZnDdwOhT9gBV5bwsTq8x+f62J4+/f7uTHFM1ULvM7JMTejjt8/yYhy+JZ2lKLhvSi1mVVsAF3Zq2aP/yj6mU1Vjp1T6A6wc7197FrqJRm8g7M9lEvuG2Hi7m2nfXA7DknhEttpTR+bLZdQrLa2oLKCVVfxRX6r7PNdUWWc5luwwPo4Gx8WE8Pr47MQqvL32wsIIr3/ydshorM0fG8OQVPRzdpEYxVVl4+Mvt/LonD4BJ/dvz3DW98PE4e014f34ZE974nRqrnWev6smNDvqg8cZv+/jXL3vpGOLDLw+OUW42g9lq580V+3hn1QE0IL6dP32igugbFUjf6CC6hvu1yLTb0moLn68/zCfrDlJYbgYgxNeD20bGMGNoRwK9Gzbbbs3eAmZ+ugWzzc6VfSN5fWo/l7uwZbPr/OfXP2YE9IkK5O0bBjTbxcTzUWm2MvPTLSQeKKpb83oQw7uEnnK/GquNOz7bypq9Bfh7udUtA9b6l3c4ma7rzPkime+25xDq58nS+5x3A9Uqs417FyTxW2o+Bg2eu7o3Nwxp2g8LaUfKmPxeIqXVVi7qHs57MwY223lpaUoO99ftO3bj0I7846qecrGglflxZy5/+V8KpdVWArzceGVy32YZyfzWin28+vNePNwMfH3XcHpHqXcuEk3vUGEFH6xN56utWZittUscx4b5Mmt0LFf3b4+nm3PPNm9qj361na+2ZhHq58nyOSMJ93fO17qm8Pn6Q/x9yS78Pd349eExSsycbQoFZTVc/fY6skuqGBobzGe3DVHu81Zr8dCiZBZvy6ZX+wCW3DPS5T47iXNTUFbDM9/vYmlKLgDRwd48f01vRnVt+WWhG+uFH/bw/up04tr68cOc0U32XN+WcZRr3kkE4OvZwxnY8ewrK4gza+wm8lJAcRF2u53MzEyio6MxGP5442Cz61z99jp2ZJuYMiiKl6/r68BWNj2rzU5BeQ05JdXkmqo4Yqqu//pYwSW/rIZjh4G7UeO2ETHcO66L0yxjdi7OlO/xqsw2rnlnHalHyhjcqQ0L7hjaqjdR1HWd99ek88pPadjsOvFt/XlnxgA6/8mMGovNzqR3EtmRbWJ0XBif3jrYYRewKmqsjHllFYXlNX9ayDmXbJ1N6pFSHlq0nd25Z34t8nI30CsysLaoEh1I36ggOob4NFke+WXVfPz7IeZvOExZjRWA9kHezBoTy+SB0ee1bN2vu/O4a95WrHadyQOjeOnaPo0a4dkasy0qr+GBRcmsrdu/58ahHXnyiu5OfWGm2mJj1udbWb23AE83A+/fOJCxxy3jYbXZuW/hNn7YeQRvdyOf357AoE5nnqlyrpw130qzlUnvJJJ6pIz+HYL44s6hTpff0Qozt326mW0ZJXi6GXjrhgHNNrtp08FiZny0EbPVztRB0bx47dn3BGtotj/tOsLd85Ow2XWuHxzN89f0dplR4a3Rn+WbWVzJvQu31a9vfcvwTjw+vluTHUOr9xZwyyeb0HV4+do+TBkc3SSPK2o563m5KRWU1TA38SCfrz9MaXXt+59wf09uGxnDDUM6ENCKPt80xPHZ/i8pm7/8LwWDBvNmDmF451MHTqjEZteZ9G4i2zNLuKJPBG/dMMDRTWpyDT12qy02pn2wgW0ZJcSE+vLN3cNbbKlOcaqCshoufG0VpdVWnrmyJzcP71T/M1c4L7uyc8lX13W+2pLFP5fvwVRlwWjQmDkyhgcuinP6peZPZqq0MPqVlZiqLE32Pu74a7bXDYzi1clqXbN1hMYWUIxPP/10szXKEZ555hlP4PHHH38cT09PRzfHaVitVtauXUuXLl0wGv84CX25OZMFmzLw93TjvzcNwtdTrVXdDAYNfy93IoO8iWvrz4CObRgTH8YVfSKZltCBO0bFcs8FXbisVzuyj1aRXljB1sNH+WpLJkHeHnSPCGgVI0TPlO8xuq7z18UprN1XSKifJ/NnDiGggSPvnY2maQzqFMyQmGBW7y0go7iSxUnZdAzxJa6t/2l/5z+/7uX7lNz65X38HPgh0sPNgJe7gZVpBezILmX6kA6nHRV1tmydic2u8/7qdOYsTOZIaTVtfNx5bXI//jahO4M7tiE62Ad3o4GSSguVZhs5pmq2ZZbw484jzE08xNzEQyQeKORAQTnlNVb8PN3w82rYOSmjqJJXfk7l4a9S2HiwGLPNTlxbP568ojvPT+rNgA5tzrtwGBvmR5dwP37YmcuunFKKKmq4IL7h+wi0pmwBkjJql8LalVOKt7uR16b0ZfbYLrg5+YcdN6OB8b3bkZpbyr78cpbvOEK3iAA6h/lht+v8dfEOvtueg4fRwIc3D2JYE11ocdZ83Y0GRnUNZXFSFoeLKimpNDOum3MsvQaQdbSSaR9sYE9uGYHe7nx2ewIjm3HkWfs2te8Plu/IZWdOKXZdP+vFtoZkuyI1j7vnJ2G160zq354Xr+0jIy+d3J/lG+jtzrUDoqix2tl6+CjJmSWsSstneOfQ8744l1lcyU0fb6LaYmdaQjRzLpJ9T5qas56Xm5KvpxsjuoRy47BOBPt6sDevnLyyGn7fX8i8uqJKXFs/5T7zHcvW6teW2fO3YbPrPHxJHNcOVL8IadA0ercP5IvNGaTlldO/Qxs6nWZPv9asIceurus89OV2Vu8tINDbnQV3DCEiyLuFWipOx9fTDT8vd1am5rP10FGuGxhVfw5yhfOyKztbvgcLK5g9fyufJB6ixmqnV/sAPrp5MNcOjGqVg3293I24GzXW7CtkR7aJ6UM6nnc/Fh13zfYDBa/ZOkJNTQ0vvvgiwItPP/10zbn+Xut7RoomY6qy8PJPaQDMuagrYf6uWXByNxroGRnI3FsH8/Etg4gJ9aWw3Mxfvk7hqrfXsfVwsaObeN4WbspkcVI2Bg3enNZfqandQ2NDWHbfSBJigimvsXLPgiSe+X5X/fIFxyRlHOWtlbVLDv3zml5O8W9w/eAOdAj2obC8hk/WHXR0c87LocIKpr6/npd+TMVss3Nht3B+enA0E/pE0D7Im8t7R/DY5d1YeOdQUp66hF8fGsO/pvTlluGd6N8hCA83A6YqC2v3FfL2ygPM+nwrQ1/4jSHP/8odn23hrRX7WLO3gJJK82n//p7cUuZ8sY2xr65k3oYMzFY7AzoE8eFNg/hxzmiu6d+0b8LG947gX1P6oWkwb0MGzy3bg2ozOo/RdZ256w4y9f315JqqiQ3zZcm9I7iqn3Ptl/VnPN2MvDN9ION7t8NsszN73laW78jlH0t387+tWRgNGm9M69+qpoifj44hvvzn+v71z9+v6vYYcbQ9uaVMeieR9IIKIgO9+Hr2MAZ2PP/ZQGdzac929RubvrliP5+vP9Qkj7tmbwF3zUvCYtOZ0CeCl6+T4okKPNwMPDG+Ox/fMog2Pu7szC7lijd/Z2lKTqMfs9piY/b8rZRUWugTFchTE2WfGnF+/DzdmDkqljV/uYBXrutDl3A/ymqsvLf6ACNfWsnji1NILyh3dDObVLUN7v9iOzVWO2Piwrh7bBdHN6nF9GofyK0jYgD4+7c7qbbYHNwix/n3r/v4fnsObgaNd2cMaFX7farshoQO9I0KpKzGynPL9ji6OcLBLDY7b6/cz6X/XsOG9GK83Y38bXx3vr17RKtfRvnGYR2JauPNkdJqPj7PazwllWZe/jEVgAcujnPZa7bOQkpXLuzfv+6luMJMl3C/E6ZRuipN0xjXrS0ju4TxaeIh3vhtHzuyTVz77nqu6hfJY5d3IyKw9Y1e2ZFl4unvdgHwyKXxDOvs3JsGN0Z4gBcLZg7hlZ/TeH91Op+sO8T2zBLenj6AiEBvKs1WHlqUjF2Hq/tFckWfM2/a3pI83Aw8fEkcc75I5v3V6Uwf0pE2Tr452sl0XWfexgyeX7aHKosNP083/u+KHkweFHXGGRkGg0aX8NpZHJMGRAG1e6bszStje1YJKZkmtmeVsDevjLzSGn7Znccvu/Pqf79jiA99o4LoExVIVBsfvtySyYrU/Pqfj4kLY/bYzgyJCW7WGWRX92+P2WrnL1+n8NHvB/F0M/BoC24K3RIqaqw8tngH32+vvTA4oU8EL13bB79WOPLFw83AG9f3x924nSXJOdw9P6n+Z69O7sNlvZp+LwNndkG3cB64MI7Xf93L377dSfeIAId+YFl/oIg7P9tCWY2V+Lb+fHpbQovuz3LDkA4UlNXw+q97+b/vdhHi58n43hGNfrz1B4q48/MtmK12Lu3Zln9P7dci+z6JljOuW1uWzxnF/Qu3sfnQUe5dsI3EA0X83xU98HI/91G0uq7zf0t2sjO7lDY+7rw7Y2CDfl+IP+PhZmDyoGiuHRDFb6n5vLf6AFsPH2Xhpky+2JzJpT3acdfYzqds7Nza6LrOFwcMHCyqJCLQi9en9nO5pRIfvDiO5TtyySiu5K0V+3nk0nhHN6nFLUnO5j+/7QNqB8ypvnxba2I0aDx3dW+uevt3vtuew9TB0Yw4zb6EQn3bMo7y+OIdpB4pA2BU11Cev6a3U+6n2RiebkYeuSSeBxYl896qA0xL6EBwI6/xvPbzXo5WWohr68dNwzo2cUtFQ8kSXi5C13VKSkqIiorCYDCwN6+Mv/wvBV2H/1zfj5hQGZlxjNGgMbBjGyYPiqas2sKu3FJSj5SxYGMGdl2nb3SQ010EOTnfY0oqzUz/cCNHKy1c1D2cZ67spdTF3eMZDBqjuobRIyKAVXsLOFxUyTfbsukZGcjH6w6ydl8hEYFefHTLYKe6MBEX7s8vu/PILqnCZtcZHXfiCPgzZesMck1V3D0/ibmJh7DadYbGBvPpbQkM7xLa4OeZ0aARHuBFn6ggLu7RlhlDO3LH6FjGxocT39afIB8Paqw2SqosmKospOWVsWZfIUtTcjlYWIFBq724/68p/Zg1pjNRbZpuP5U/03xVY0MAACAASURBVLN9IMG+HqxMK2DzoaMYDRpDYs+tSOnM2QLszy9jxkeb2JBehJtB48kJPfjbeOfe7+RsDAaNS3q0I7ekqn6Pnmev6snUwU27OTk4f74ACZ2C2ZltYn9+Oav3FnBN//YOWWt4WUoud83bSpXFRkJMMJ/fPoRQv5Z/DzckJpjC8hpSskz8sjuPgZ3anPbD3Nmy3XKomFvnbqbKYmdct3DemT5QNq5tRRpy7Pp7uTOpf3vsOmw+XMyOLBO/7sljaGzIOX9Y/mJzJm/8th+DBh/cNLjVj7x0Zq3hvNxcNE2jc5gfUwdHM7JLKMUVZtILKthfUM4XmzPZkF5EqJ9nk+5H11LKqi08tyyVX/aX4WbQ+OTWhD/dE1FVHm4Gotr4sDQll22ZRxnfux3BvmpcDzmXY3fr4WJmfZ6ETdeZNTqWu1xoBlJr0TbAi+IKM9uzTCRnlHB9QjQGDZc9L7uC44/dSoud55fv4YlvdlBYbibY14PnJ/Xi8cu7E6jYHkVxbf35dU8eWSVVmG32E/bfPFe7ckw8vngHOvDmDf2VW5rRkRq7hJdsIu+CdF1nxkcbWbe/iEt7tuX9Gwc5uklObWe2iWe+38XmQ0eB2o2onxjfnfG92zn1Bwy7XWfmZ1tYkZpPdLA3S+8dRaBP69735FwdLqpg9rwkdueWomlw7DQ3f+YQpxzpsiotn1s+2YyH0cDKR8fS3snX6dV1nW+Ts/m/Jbsoq7bi6Wbgr5d145bhnZp9tF9JpZmULBMpWSVszzKRXlBOQkwws0Z3plOo495UfLg2vX46+uOXd2PWmM4Oa0tT+G57Do99nUKl2UbbAE/emT6gRZZSail2u86CTRmE+Hpw+XnMMlCBqcrCVW/9zqGiSkZ2CeXT2xJadJmpuesO8szS3eg6XN6rHa9P7efQIrfNrnPP/CR+3HUEf083Fs0aRo/Ic38/mZxZwowPN1JeY2VU11A+uGmQUxXtRfNZu6+ABxclU1huxsfDyHNX96qfZXkm2zNLmPzeesw2O49eGs89F8gFP9Fy9uaV8f7qdJYkZ2O1175Z7t8hiKcn9qRvK5iRous6P+06wlPf7SKvtPb6x1MTe9QvZeWKdF1n5qdb+C01nyExwXxx51Cn/rzaVDKLK7n67XUUVZi5pEdb3psx0OVmILUWpdUWxr26msLyGh65JI57x3V1dJNEC1iRmseT3+wkx1QNwKT+7Xnyih6NnpnRGqzbX8j0DzfibtT49aExdGxAAUTXdSa/t54th49yRZ8I3rphQDO21PU0dhN5KaC4CJvNxr59++jatSu/7MnnrnlJeLgZ+O2hMcpMlWtOuq6zNCWXF5bvqT/pJ8QE89TEHvSMdPxIwePzPbY519sr9/PKT2l4uBlYPHu4y41orLbYePq7XXyxuXZt/1tHdHLaNcV1XWfaBxvYkF7M5IFRvDK5b/3PTpetIxWV1/C3b3by464jAPSNCuS1Kf3oEu56I/1O9taKfbz6814Anp7Yg1vO8gHe2bKF2qXUnl++h7mJhwAY3jmEN6b1d8hsgNbOGfM9k7QjZVz99jqqLDZmj+3MXy/r1ux/U9d1XvkpjXdWHQDgpmEdeWpiT6fYI6TaYuOmjzex6WAxYf6eLJ49/IT3SmfKdme2iRs+2EBptZWhscF8ckuCQ2b0iPNzPsdufmk1c75IZn16EQDXDYziH1f1xMfj1GUPi8prmPjm7+SYqrmkR1vev3GgS1zodKTWdF5uSTklVXz8+0EWbMqg0mxD02DywCgevbSb0663nnW0kqeW7OK3uiVcO4b4MGtgIFPH9HX5bLOOVnLxv9ZQZbHx6uS+XDfwzwu5rcGfHbul1RaufSeRffnl9IwM4Ku7hp32nCucx5LkbOZ8kYynm4Ef54ykpii7VZ6X88uqWbIth7IaKyM6hzCgY5tWufF5c8ozVfKXhZtZfah2z63oYG/+eXXvU1bdUNVNH29izd6CBhdBvtmWxYOLtuPtbmTFI2Na5VYCzkwKKHWkgHJ6FouF5cuXM+7iS7nsjUSyS6q4f1wXHrrE9dZGPR9VZhvvrT7Ae6sPUGO1Y9Bg6uAOPHJJHCEOvMB4LN/x48fj7u7Ouv2F3PjRRuw6vHRt72ZZnqa1WJaSy968MmaP7ezUo4CTMo4y6Z1EDBr89MBourb1B07N1pF+3nWkfsqtm0FjzoVdmT22s9MtaedIr/2cxpsr9gPwwqTeTEs487HnTNnCH0uybcsoAeDeC7rw4MVxTnFBuzVytnzP5vvtOdy3cBsA704f0Cwzc+x2nZIqC8UVNby7Kp2vk7IAePTSeO4e29mpLh6bqixMfX89qUfKiAn15X93Dat/nT9dtqlHSrn+vxsoqbQwqGMbPr0tAd9WuFeQOP9j12bXeWvFfv7z217sOnQJ9+PtGwYQ387/hPvc9HHtbPCYUF+W3DuCAC/nP0+0dq3tvNzS8kqreemHVBZvywbA39ONORd15ebhnZzmoqDFZufj3w/y71/3UWWx4W7UmD2mM3eO7Mhvv/wk2dZ5b/UBXvwhlWBfD357aEyz7LGYX1bNruxSduWY2JVTio+HG1f0iWBk19Amf76c6di12uzcOncza/cV0jbAkyX3jGzR/dNE4+i6zvQPN5J4oIgxcaFcE3yECRNax7FrsdlZmZrPl1uyWJmWj83+x/VUP083RnQJYUxcOKPjQolq0zoHKuu6To3VTnmNlYoaa93/bcd9fdxt5j9uO919j1aasdh0DBrMHBXLAxd1dakC5+6cUia8uRZdhyX3jDin2Z1l1RbGvbaagrIa/nJZPHfLcoRNrrEFFNd55goAPvj9ENklVUQGejFbDsQG8/Yw8uDFcUwZHM0Ly/ewNCWXhZsyWJqSwwMXxXHTsI4O/4BxxFTN/Qu3YddrR4+5cvEEavfFmIDzL9EzoEMbLu3Zlp925fHyT2l8cJPzLK1XWm3hme9211/sjG/rz2tT+rrcrKZz8dDFcVRbbHyw9iBPfLMDTzfDWZdwcQZr9xUw54tkiivMBHi58frUflzYva2jmyVa0MS+kaRklfDB2oM88tV2urb1o0u4/5/+js2uc7TSTFG5maKKGoorzBRX1H5f/3Xd7UXlZo5WmjnucyZGg8YLk3ozZVB0M/eu4QK93fn0tgQmvZPIwcIKbpu7mQV3DD1tUWR/fhnTP9hISaWFvtFBfHLrYCmeuDCjQWPORV1JiAlmzhfb2J9fzpVv/c4zV/Zk6uBoNE3jtZ/TWLe/CG93I+/NGCjFE+EU2gZ48a+p/Zg+tCNPf7eLHdkmnlu2h4WbMnhqYk+HjxhOyjjKE8dtPJwQE8zz1/SiS7g/FovFoW1zNrePjOGbpGzS8sp48YdUXrquT6MfS9d1so5WsSvHxM66gsnOnFIKyk5dNv7rpCza+LgzvncEV/Vrz6CObZp1Ka1/LN3N2n2FeLsb+ejmwVI8aSU0TeMfV/Xi8v+sYfXeQjrHaUxwdKPO4kBBOV9uyWRxUvYJz/2BHdsQ1cab3/cVUlRh5qddefy0Kw+oHUAxJi6MMXFhJMQEO81gzoKyGnZkl5CSVXtMF5bXnFgAMdtOKAydryhfnbduGka/jue2T6hKekQGMKl/FF8nZfH88j3ntKziG7/to6CshphQX24f6bpLUjoj+XTnQopr4P3NBwF4YkJ3WVbiPLQP8uatGwZw07Binvl+F7tySnl26W4WbDzM36/o0ahNopqCxWbnngVJFFWY6R4RwLNX93JIO0TjPHppPL/szuOX3XlsPVzsFHtOJO4v5JGvtpNjqkbT4M7RsTx0cVyr3ki8OWmaxhPju1NjtfPZ+sM88tV2PNwMXNEn0tFNOy27Xeetlft5/de96Dr0ah/Au9MHytKOLuqvl3VjR7aJDenF3Pn5VuZc2PW4QoiZ4vITiyIlVRYaM5E5wMuNyCBv/np5Ny5w0OvluWgb4MWntyUw+b1EtmeZmD0/iY9uPrG4fbCwghs+2EhRhZmekQF8dmsC/nIxXADDOoewfM4oHv5yO6v3FvDY4h0kHihibHxY/dJ1L13X54SZKUI4g4Ed27DknhF8tTWTl39M40BBBTd9vImLurfl71d0b9A67k3BVGXh5R9TWbApA12HNj7uPDG+O9cNjHKqmYvOxN1o4PlJvbj23fUs2pLJtQOjSIg5++cKm13nYGE5u3JK2ZldO7NkV04ppqpTC1QGDWLD/OgVGUCPyABySqpZmpJDYbmZ+RszmL8xg8hALyb2i+TKvpH0iAho0rzmrjvIZ+sPo2nw+tR+MrCrlekS7ses0Z15a+V+Fh8ykJCaz/Cu4U41oKDSbGVZSi5fbsms3w8XINTPg0kDopgyKKp+sJHdrrMrp5TVe/NZlVZAUsZR9ueXsz+/nI9+P4iXu4GhsSGMiQtjbHw4nUJ8WuT8dbTCzI7s2v1DU7JM7Mg2kVu3JP258PUw4uvphp+nG76ebvh6Go/7uu52jxNvP/6+XkbYsX4VPRuwn6BqHrokju9Tcth4sJiVafmM63bmQYr78sr4ZN0hAP5vYg+55uJkZAkvF2Gz2Zjx7irWZ1W71IZyLcFm1/lqSyav/JRGUYUZgHHdwnlyQndiw1pmXwibzUZKSgrfZbrzSeJh/D3d+P6+kQ7dVFs0zl//l8KiLZkkdApm0ayh2O12UlJS6NOnT4uuC1tltvHSj6n1e2F0CPbhtSl9GdzJ8UWd1sBu13l88Q4WbcnEzaDxzvQBXNKz3Qn3OXbctnS2xxytMPPgl8msSisAYFpCNE9N7Ok0o6NaO0fn21iFdfsyNOTDVZCPO8G+HoT6ehLs60Gwnwchvh61X/t6EOLrSUjdbW18PRw+U7OhtmUc5YYPNlJlsXFN//a8PKkXO3fuoE1UF6Z9uIlcUzXd2vmz4I6hSm+G6Sqa+ti123XeX5POqz+nnTCi87YRMfzfxB7n/fji3LXW87IjmaosvPHbPj5NPITVruNhNHDH6BjuHtul2Wfa6brO9ym5/OP73RSW1474vm5gFE+M737KuVayPb3HF6ewcFMmcW39WHrfKDzc/nj9NVvt7M0rq1+Ca2e2iT25ZVRZbKc8jrtRI76dPz0jAunVPoAekYF0j/A/ZSkeq83O+vQiliTn8NPOI5TVWOt/1iXcj6v6RnJlv8gGF+FOzndlWj63z92MXYfHLu/GXWM6N/BfRjiDaouNi/+1msyjVUBtUa5PVBDDO4cwvHMogzq1afHPJbqusy2zhC83Z/L99hwqzLb6tl0QH86UwdGM6xZ+1veypkoL6w4UsjqtgNV7CzhSeuL76g7BPvWzU4Z1DmmS82lptYWdWSZSsk3syDKRkl1CZnHVKffTNOgS5kfvqEB6tw8kqo3PaQsgPu7G855BJufmWi/8sIf3V6cT19aPH+aMPu0S2bquM+Oj2uVdL+relg9vdp4VSVQje6DUkQLK6SXuL+SGDzdi0GDZ/aPoHiH/Nk2ttNrCm7/t45N1tR8w3I0atwzvxH0Xdm2RkRRLU3K4d0Ht+vX/vXHgKRdrReuQU1LF2FdXYbba+eSWwVzQreVHZydlHOWRL7eTXlgBwIyhHXj88u6yJE0D2ew6D3+ZzLfJOXgYDfz3poEOm512spSsEmbPSyK7pApPNwPPXd2LyU64jJJwjJ3ZJp76bhduBo0Qv2OFEM/6okhtMaS2WNLGx90l9kFamZbPzE+3YLPr3Dk6lpuHd2Lq++vJOlpF5zBfFs0aRqgD90ITzm/r4WLuW7CNHFM1CZ2CmX/HkFZXTBSua19eWf1ySQBtAzx5Ynx3ruwb2SyD8g4XVfDktzvr/15smC//vLo3wzq73hIw56Ok0syFr62mqMLM7SNj6BjiUz+zZG9eGRbbqdeCfDyMdI8IoFdkAD0jA+nZPoCu4f4nFF/ORbXFxqq0fJYk5/Bbaj5mq73+Z32jg7iqbyRX9IkgPKBhy26lHSnj2ncTKa+xMmVQFC9d20cGhrZiGUWVvLfmAOsPFHGw7rPnMR5GAwM6BjG8cygjuoTQJyqo2V43i8pr+GZbNos2Z7Ivv7z+9k4hPkweFM11A6No28Dn6jG6rrM3r5zVe/NZvbeAzQePYrb9cTy4GzUGdwquLajEhxHf1v+sz+mKGiu7ckpJySphR13BJP2kf79jYkN964slfaKC6BkZIJ/rW5ipysKYV1ZSUmnh5Wv7MGXwqZ+7f9iRy+z5SXi4Gfj1wTF0CJEVIZqLFFDqSAHlVFabncv/s5Z9+eXcOKQDz17T29FNUtqBgnL+uWwPK1Lzgdopno9cEs+4buF4uhnxdDfgYTQ06Xqwe4+YuPKtdVRbdWaNieXxy7s32WOLlvf88j38d0063dr58/09w9m5c0eLjNowW+3857e9vLvqAHa99sPxy9f1ZYyD17xuzaw2O/d/sY3lO47g6Wbgk1sGM7xLKOCYETm6rrNgUwbPfLcbs81OxxAf3pk+gJ6RsuxBU5MRV+r539YsHvlqOwB+HhrlZp1OIT4smjWs0R+qhfNpzmO3pNLMqrQCLuweLku9OYCcl8+Pruv8sjuPZ5ftrh/VPLhTG56a2LPJlk8yW+18sDadN37bR43VjoebgXsv6MKsMbF/upSJZHtmi5OyeOjL7af9WaC3O73a1xVK6gomMaG+px0dfT5Kqy38vCuPJcnZrNtfWL8fmkGrXe7wqr7tubRXOwK9T39ePJZvZGw8k97dQHZJFUNigvn89iENLuwI53L8sZtXZibxQBGJBwpJ3F90yqwNXw8jCTHBDO8cyrDOIfSICDivayo2u86avQV8uSWTX/fk1RcUvdwNjO8dwdRB0STEBDd5ga6ixsqG9CJW7y1gVVoBGcWVJ/y8bYBn3eyUcEZ2CcXT3cCunFJ2ZJXUzy7ZX1B+2mV0o4O96dM+iN5RgfRpH0jP9oFnPK5agpyb//Dh2nSeW7aHdgFerHxk7AlbKlSZbVz42ipyTNXcf2FXHro4zoEtVZ8UUOpIAeVUJZVmHvkymfX781n16DjCAqWS2RJWpuXz7NLdpBecfiSAu1GrLai4GfBwM+DpZsDTzfjH1+513xuPfX3sfsZT7rtg42H2F1SQ0KkNC+4Y6hKjgVVWUmlm1MsrKau28uq1vXDPSWb8+PG4uzffm589uaU89OV29uTWvn5c3S+SZ67sRaCPXOA5XxabndnztvLrnny83Y18dnsCgzsFY7FYWL58ebNne0yV2cbfvtnB4m3ZAFzcoy2vTu7r0DfVKmvpfEXLeHfVAV76MRWAqCAvvrxrOJFB3g5ulWhKcuyqS7JtGtUWGx+uTeftlQeostjQNLh+cAceuSSOkPOYibfpYDF/+2ZH/ejvEV1CeO7q3sScw5LEku2Z6brOg4uS2XSwmG4RAfWFkl7tA2gf5N3iszcKympYlpLDd9tzSMooqb/dw2jggm5hXNm3PRd2Dz9h6SaLxcK33y9nfm4IyZkmYkJ9WTx7OG1k2cxW70zHrq7rHCysIPFAEevriipHK0/ciyfIx51hsSEM7xLK8M4hxIb6ntPzOaOoki+3ZPK/rVknFGn6RgUyZXA0E/tGtuheLIcKK1i9t3apr8QDhVRb/pidYtBq99g83abuEYFe9G4fSN/oIHq3r51h4mzHhJyb/1BjtXHha6vJOlrFo5fGc88FXep/9trPaby5Yj/tg7z59aExsl91M2tsAUXmbbmAIB8P3p3en4XfLidILoa2mAvia0cMfLb+MO+tPkBhec0JowQsNh2LzUrdkr7nLcBd599T+kjxRAFBPh7cNaYzr/yUxr9/28+D8c33t2x2nffXHOD1X/Zisem08XHn+Wt6c3nviOb7oy7G3WjgrRsGcMdnW1i7r5BbP9nMvJlD6Nmu5fYoSi8oZ/a8JNLyyjBo8JfLujFrdKwseSBEA901JhabzcbSTWm8c9sgKZ4IIVyOl7uRe8d15dqBUbywPJXvtuewcFMGy1JyeOjiOGYM7digzyNHK8y8+EMqi7ZkArWz95+c0IOr+jXP8mCuRtM0/n19f0c3o16Yvye3jIjhlhExZBRV8n1KDkuSs9mbV85Pu/L4aVcefp5uXNKzLVf1a8+IziHous7CAwaSi0wEervz0c2DnO5CsWhamqYRG+ZHbJgfM4Z2xG7XST1SVjs75UARG9OLKKm08MPOI/yw8wgA7QK8GN45hGGdQxjRJfSE92jVFhs/7jzCos2ZrE8vqr+9jY87V/dvz9TB0XRr55gB2J1CfekU6svNwztRbbGx+VBx/d4p+/LLQdcJ9fOkb1Rg7cySqEB6tQ8k3F9mP7cmnm5GHr00njlfJPPeqgNMS+hAsK8HhworeH91OgB/v6K7FE+cmBRQXEigvMdoce5GA7ePjOH2kTHouo7VrlNjtWO22qmx2qix2DHb7NRYar+vvb3uZ/Vf26mx2I6738n3tWO32YnXsgjzl/XXVXHriE7MTTxEVkk1v2ZrdMoyYdcMmOufP7XPnWPfm622P7636X/cbrMd9/Vxv1v3fVG5uX7a8EXd2/LCpN7yPGoGXu5G/nvjIG6du4kN6cXc9NFGPr+tZTaG+3FnLo98lUJ5jZVQP0/enNZf1hAXopE0TWPW6Biiy/cQ3UZm9AohXFdEoDdvTOvPjKEdeeq7XezJLeXp73ezYFMGT03syYi6JUvPRNd1Fidl88/leyiuMAMwLSGav17WjSAf+eDqCjqE+HDPBV2454IupB4pZUlyDt8l55BdUsXipGwWJ2UT4utBfDs/kooMuBk03p0xgNgwP0c3XbQwg0GjR2QAPSIDmDkqFovNTkqWifV1BZUth49ypLSaxduy62fbdwrxYVjnUIwGWJKcQ1m1FajdRH1U1zCmDormoh7hf7o8YEvzcjcyqmsYo7qG8SSQV1qNXre0thSUW7+JfSL5YG06O7NLeXPFPp6a2JNnl9YurT2qayiXyj7GTk2W8HIRNpuNffv20bVrV5dfe1BFkq+a5m04zJPf7mz2v+Pn6cZTE3tw3cAoeWPWzCpqrNz08Sa2Hj5KsI87z1/cjosTep73cWu361jsdmz22kKtzVb7/Qdr0vlg7UEAEjoF89YN/Ru8WadoHDkvq0uyVZvkqy7JtvnY7DpfbM7g1Z/S6pfZuaxnO/42oTvRwacWm9MLynny250kHqgdCR7X1o/nr+nNoE7Bjfv7kq0y7HadpIyjfLc9h2UpuRTVFdcAXrimF9OGdHRg60RTa6pjt9piI+nwURIPFLHuQCEpWaZTlr2KauPN5IHRXDcoivYyg7hFyLn5VOv2FzL9w424GzWeGN+dZ77fjZtB48cHRtMlXIrDLUH2QKkjBRQhhCosNjt3fLaFndkmPIy1e+DU/1f/fd0+OafcfuL3x37ubjz1Pn3aB57XmtWiYUqrLcz4cCMpWSba+LjTPSKgtuhRV/yw2o4rhNh1rHY7Npt+wn3qb6/7/mwv5XeOjuXRS+NxlyX+hBBCCNFMSirN/PvXfXy+4TA2u46nm4FZYzoze0xnvD2MVFtsvLvqAO+uOoDZZsfL3cD9F3Zl5shY2QxcnMJqs7PuQBE/7jxCjwh/bhzWydFNEq1EWbWFzYeKWbe/iEqzlQm9IxneOeS8Np0Xoqnc9PEm1uwtqP9+1uhYHh/f3YEtci2tsoCiaVoE8AUwR9f15LrbTm7QYV3XOzXgMaWAchpWq5VNmzaRkJCAm5us3KYayVddkq2aSirNTPvvBvYcKWvWvxPu78k/rurJZb1kT5uWJseuuiRbtUm+6pJsW07qkVKe+W53/V4DkYFe3DoihoWbMkgvrABgTFwYz17Viw4h578comSrNslXXZKt2iTf09udU8qEN9ei67Wf11c8MhY/T/n3aSmtbhN5TdPeB+48w4+7A0fqvra3TIvUpus6BQUFqDbjSNSSfNUl2aopyMeDhTMH858vf6FP3354erhjNGi4GbS6/xtq/2/U6m93MxhO+P6E+xk0jMYTbzdoyJJsDiTHrrokW7VJvuqSbFtOt3YBLLhjCD/uPMJzy/aQXVLFP5fvAWo3EX9qYg8m9I5osvcpkq3aJF91SbZqk3xPr0dkANOHdGD+xgyevrKnFE9aCUem9DfgBeDgaX6Wruu6+TS3CyGEEErw9XSjX4j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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 0.准备数据\n",
    "x = range(60)\n",
    "y_shanghai = [random.uniform(15, 18) for i in x]\n",
    "\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "plt.plot(x, y_shanghai)\n",
    "\n",
    "# 2.1 添加x,y轴刻度\n",
    "# 设置x,y轴刻度\n",
    "x_ticks_label = [\"11点{}分\".format(i) for i in x]\n",
    "y_ticks = range(40)\n",
    "\n",
    "# 修改x,y轴坐标刻度显示\n",
    "# plt.xticks(x_ticks_label[::5]) # 坐标刻度不可以直接通过字符串进行修改\n",
    "plt.xticks(x[::5], x_ticks_label[::5])\n",
    "plt.yticks(y_ticks[::5])\n",
    "\n",
    "# 2.2 添加网格显示\n",
    "plt.grid(True, linestyle=\"--\", alpha=1)\n",
    "\n",
    "# 2.3 添加描述信息\n",
    "plt.xlabel(\"时间\")\n",
    "plt.ylabel(\"温度\")\n",
    "plt.title(\"中午11点-12点某城市温度变化图\", fontsize=20)\n",
    "\n",
    "# 2.4 图像保存\n",
    "plt.savefig(\"./test.png\")\n",
    "\n",
    "# 3.图像显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# x_ticks_label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 在一个坐标系中绘制多个图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 0.准备数据\n",
    "x = range(60)\n",
    "y_shanghai = [random.uniform(15, 18) for i in x]\n",
    "y_beijing = [random.uniform(1, 3) for i in x]\n",
    "\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "plt.plot(x, y_shanghai, label=\"上海\")\n",
    "plt.plot(x, y_beijing, color=\"r\", linestyle=\"--\", label=\"北京\")\n",
    "\n",
    "# 2.1 添加x,y轴刻度\n",
    "# 设置x,y轴刻度\n",
    "x_ticks_label = [\"11点{}分\".format(i) for i in x]\n",
    "y_ticks = range(40)\n",
    "\n",
    "# 修改x,y轴坐标刻度显示\n",
    "# plt.xticks(x_ticks_label[::5]) # 坐标刻度不可以直接通过字符串进行修改\n",
    "plt.xticks(x[::5], x_ticks_label[::5])\n",
    "plt.yticks(y_ticks[::5])\n",
    "\n",
    "# 2.2 添加网格显示\n",
    "plt.grid(True, linestyle=\"--\", alpha=1)\n",
    "\n",
    "# 2.3 添加描述信息\n",
    "plt.xlabel(\"时间\")\n",
    "plt.ylabel(\"温度\")\n",
    "plt.title(\"中午11点-12点某城市温度变化图\", fontsize=20)\n",
    "\n",
    "# 2.4 图像保存\n",
    "plt.savefig(\"./test.png\")\n",
    "\n",
    "# 2.5 显示图例\n",
    "plt.legend(loc=0)\n",
    "\n",
    "# 3.图像显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 多个坐标系实现绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 0.准备数据\n",
    "x = range(60)\n",
    "y_shanghai = [random.uniform(15, 18) for i in x]\n",
    "y_beijing = [random.uniform(1, 3) for i in x]\n",
    "\n",
    "# 1.创建画布\n",
    "# plt.figure(figsize=(20, 8), dpi=100)\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "# plt.plot(x, y_shanghai, label=\"上海\")\n",
    "# plt.plot(x, y_beijing, color=\"r\", linestyle=\"--\", label=\"北京\")\n",
    "axes[0].plot(x, y_shanghai, label=\"上海\")\n",
    "axes[1].plot(x, y_beijing, color=\"r\", linestyle=\"--\", label=\"北京\")\n",
    "\n",
    "# 2.1 添加x,y轴刻度\n",
    "# 设置x,y轴刻度\n",
    "x_ticks_label = [\"11点{}分\".format(i) for i in x]\n",
    "y_ticks = range(40)\n",
    "\n",
    "# 修改x,y轴坐标刻度显示\n",
    "# plt.xticks(x_ticks_label[::5]) # 坐标刻度不可以直接通过字符串进行修改\n",
    "# plt.xticks(x[::5], x_ticks_label[::5])\n",
    "# plt.yticks(y_ticks[::5])\n",
    "axes[0].set_xticks(x[::5])\n",
    "axes[0].set_yticks(y_ticks[::5])\n",
    "axes[0].set_xticklabels(x_ticks_label[::5])\n",
    "axes[1].set_xticks(x[::5])\n",
    "axes[1].set_yticks(y_ticks[::5])\n",
    "axes[1].set_xticklabels(x_ticks_label[::5])\n",
    "\n",
    "# 2.2 添加网格显示\n",
    "# plt.grid(True, linestyle=\"--\", alpha=1)\n",
    "axes[0].grid(True, linestyle=\"--\", alpha=1)\n",
    "axes[1].grid(True, linestyle=\"--\", alpha=1)\n",
    "\n",
    "# 2.3 添加描述信息\n",
    "# plt.xlabel(\"时间\")\n",
    "# plt.ylabel(\"温度\")\n",
    "# plt.title(\"中午11点-12点某城市温度变化图\", fontsize=20)\n",
    "axes[0].set_xlabel(\"时间\")\n",
    "axes[0].set_ylabel(\"温度\")\n",
    "axes[0].set_title(\"中午11点-12点某城市温度变化图\", fontsize=20)\n",
    "axes[1].set_xlabel(\"时间\")\n",
    "axes[1].set_ylabel(\"温度\")\n",
    "axes[1].set_title(\"中午11点-12点某城市温度变化图\", fontsize=20)\n",
    "\n",
    "# 2.4 图像保存\n",
    "plt.savefig(\"./test.png\")\n",
    "\n",
    "# 2.5 显示图例\n",
    "# plt.legend(loc=0)\n",
    "axes[0].legend(loc=0)\n",
    "axes[1].legend(loc=0)\n",
    "\n",
    "# 3.图像显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 折线图应用举例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "# 0.准备数据\n",
    "x = np.linspace(-10, 10, 1000)\n",
    "y = np.sin(x)\n",
    "\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2.绘制函数图像\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 2.1 添加网格显示\n",
    "plt.grid()\n",
    "\n",
    "# 3.显示图像\n",
    "plt.show()"
   ]
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